{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Datawhale 智慧海洋建设-Task2 数据分析"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "此部分为智慧海洋建设竞赛的数据分析模块，通过数据分析，可以熟悉数据，为后面的特征工程做准备，欢迎大家后续多多交流。\n",
    "\n",
    "赛题：智慧海洋建设"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "数据分析的目的:\n",
    "\n",
    "- EDA的主要价值在于熟悉整个数据集的基本情况(缺失值、异常值)，来确定所获得数据集可以用于接下来的机器学习或者深度学习使用。\n",
    "\n",
    "\n",
    "- 了解特征之间的相关性、分布，以及特征与预测值之间的关系。\n",
    "\n",
    "\n",
    "- 为进行特征工程提供理论依据。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "项目地址：https://github.com/datawhalechina/team-learning-data-mining/tree/master/wisdomOcean\n",
    "\n",
    "\n",
    "比赛地址：https://tianchi.aliyun.com/competition/entrance/231768/introduction?spm=5176.12281957.1004.8.4ac63eafE1rwsY"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.1 学习目标"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. 学习如何对数据集整体概况进行进行分析，包括数据集的基本情况(缺失值、异常值)\n",
    "\n",
    "2. 学习了解变量之间的相互关系、变量与预测值之间的存在关系。\n",
    "\n",
    "3. 完成相应学习打卡任务"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.2 内容介绍"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. 数据总体了解\n",
    "    - 读取数据集并了解数据集的大小，原始特征维度；\n",
    "    - 通过info了解数据类型；\n",
    "    - 粗略查看数据集中各特征的基本统计量\n",
    "2. 缺失值和唯一值\n",
    "    - 查看数据缺失值情况\n",
    "    - 查看唯一值情况\n",
    "3. 数据特性和特征分布\n",
    "    - 三类渔船轨迹的可视化\n",
    "    - 坐标序列可视化\n",
    "    - 三类渔船速度和方向序列可视化\n",
    "    - 三类渔船速度和方向的数据分布\n",
    "4. 总结"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.3 代码示例"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.3.1 载入各种数据科学以及可视化库"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "以下库都是pip install安装，有特殊情况我会单独说明  例如 pip install pandas -i https://pypi.tuna.tsinghua.edu.cn/simple"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-22T13:03:37.326461Z",
     "start_time": "2021-03-22T13:03:36.094270Z"
    }
   },
   "outputs": [],
   "source": [
    "#coding:utf-8\n",
    "#导入warnings包，利用过滤器来实现忽略警告语句。\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from matplotlib import pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.3.2 载入其它相关的包"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-22T13:03:37.340423Z",
     "start_time": "2021-03-22T13:03:37.327459Z"
    }
   },
   "outputs": [],
   "source": [
    "from tqdm import tqdm\n",
    "import multiprocessing as mp\n",
    "import os\n",
    "import pickle\n",
    "import random\n",
    "# 把读取所有数据的函数放在单独的python文件中，是为了解决多线程问题在jupyter notebook无法运行的问题\n",
    "import read_all_data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 说明："
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "本次数据分析探索，尤其可视化部分均选取某些特定变量进行了举例，所以它只是一个方法的展示而不是整个赛题数据分析的解决方案。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.3.3 定义加载和存储数据的函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-22T13:03:37.982564Z",
     "start_time": "2021-03-22T13:03:37.978574Z"
    }
   },
   "outputs": [],
   "source": [
    "class Load_Save_Data():\n",
    "    def __init__(self,file_name=None):\n",
    "        self.filename = file_name\n",
    "\n",
    "    def load_data(self,Path=None):\n",
    "        if Path is None:\n",
    "            assert self.filename is not None,\"Invalid Path....\"\n",
    "        else:\n",
    "            self.filename = Path\n",
    "        with open(self.filename,\"wb\") as f:\n",
    "            data = pickle.load(f)\n",
    "        return data\n",
    "\n",
    "    def save_data(self,data,path):\n",
    "        if path is None:\n",
    "            assert self.filename is not None,\"Invalid path....\"\n",
    "        else:\n",
    "            self.filename = path\n",
    "        with open(self.filename,\"wb\") as f:\n",
    "            pickle.dump(data,f)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.3.4 读取数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-22T13:03:38.575284Z",
     "start_time": "2021-03-22T13:03:38.571295Z"
    }
   },
   "outputs": [],
   "source": [
    "# 定义读取数据的函数\n",
    "def read_data(Path,Kind=\"\"):\n",
    "    \"\"\"\n",
    "    :param Path:待读取数据的存放路径\n",
    "    :param Kind:'train' of 'test'\n",
    "    \"\"\"\n",
    "\n",
    "    # 替换成数据存放的路径\n",
    "    filenames = os.listdir(Path)\n",
    "    print(\"\\n@Read Data From\"+Path+\".........................\")\n",
    "    with mp.Pool(processes=mp.cpu_count()) as pool:\n",
    "        data_total = list(tqdm(pool.map(read_all_data.read_train_file if Kind == \"train\" else \n",
    "                                        read_all_data.read_test_file,filenames),total=len(filenames)))\n",
    "    print(\"\\n@End Read total Data............................\")\n",
    "    load_save = Load_Save_Data()\n",
    "    if Kind == \"train\":\n",
    "        load_save.save_data(data_total,\"./data_tmp/total_data.pkl\")\n",
    "    return data_total"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-22T13:03:48.196318Z",
     "start_time": "2021-03-22T13:03:38.955234Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "@Read Data FromD:/code_sea/data/train/hy_round1_train_20200102/.........................\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|█████████████████████████████████████████████████████████████████████████| 7000/7000 [00:00<00:00, 3527165.79it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "@End Read total Data............................\n",
      "\n",
      "@Read Data FromD:/code_sea/data/test/hy_round1_testA_20200102/.........................\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████████████████████████████████████████████████████████████████████████████████| 2000/2000 [00:00<?, ?it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "@End Read total Data............................\n"
     ]
    }
   ],
   "source": [
    "# 训练数据读取\n",
    "\n",
    "# 存放数据的绝对路径\n",
    "train_path = \"D:/code_sea/data/train/hy_round1_train_20200102/\"\n",
    "data_train = read_data(train_path,Kind=\"train\")\n",
    "data_train = pd.concat(data_train)\n",
    "\n",
    "# 测试数据读取\n",
    "\n",
    "# 存放数据的绝对路径\n",
    "test_path = \"D:/code_sea/data/test/hy_round1_testA_20200102/\"\n",
    "data_test = read_data(test_path,Kind=\"test\")\n",
    "data_test = pd.concat(data_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.3.5 总体了解数据"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 查看数据集的样本个数和原始特征维度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-22T13:03:53.935699Z",
     "start_time": "2021-03-22T13:03:53.930723Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(782378, 6)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-22T13:03:54.366308Z",
     "start_time": "2021-03-22T13:03:54.362319Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2699638, 7)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_train.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-22T13:03:54.767027Z",
     "start_time": "2021-03-22T13:03:54.763037Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['渔船ID', 'x', 'y', '速度', '方向', 'time', 'type'], dtype='object')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_train.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "查看一下具体的列名，赛题理解部分已经给出具体的特征含义，这里方便阅读再给一下"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 渔船ID：渔船的唯一识别，结果文件以此ID为标识\n",
    "- x：渔船在平面坐标系下的x轴坐标\n",
    "- y：渔船在平面坐标系下的y轴坐标\n",
    "- 速度：渔船当前时刻的航速，单位节\n",
    "- 方向：渔船当前时刻的航首向，单位度\n",
    "- time：数据上报时刻，单位月日 时:分\n",
    "- type：渔船label，作业类型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-22T13:03:56.254196Z",
     "start_time": "2021-03-22T13:03:56.043760Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 2699638 entries, 0 to 365\n",
      "Data columns (total 7 columns):\n",
      " #   Column  Non-Null Count    Dtype  \n",
      "---  ------  --------------    -----  \n",
      " 0   渔船ID    2699638 non-null  int64  \n",
      " 1   x       2699638 non-null  float64\n",
      " 2   y       2699638 non-null  float64\n",
      " 3   速度      2699638 non-null  float64\n",
      " 4   方向      2699638 non-null  int64  \n",
      " 5   time    2699638 non-null  object \n",
      " 6   type    2699638 non-null  object \n",
      "dtypes: float64(3), int64(2), object(2)\n",
      "memory usage: 164.8+ MB\n"
     ]
    }
   ],
   "source": [
    "pd.options.display.max_info_rows = 2699639\n",
    "data_train.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-22T13:03:57.019335Z",
     "start_time": "2021-03-22T13:03:56.490727Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>渔船ID</th>\n",
       "      <th>x</th>\n",
       "      <th>y</th>\n",
       "      <th>速度</th>\n",
       "      <th>方向</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>2.699638e+06</td>\n",
       "      <td>2.699638e+06</td>\n",
       "      <td>2.699638e+06</td>\n",
       "      <td>2.699638e+06</td>\n",
       "      <td>2.699638e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>3.496035e+03</td>\n",
       "      <td>6.277243e+06</td>\n",
       "      <td>5.271190e+06</td>\n",
       "      <td>1.784449e+00</td>\n",
       "      <td>1.151533e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>2.020781e+03</td>\n",
       "      <td>2.698065e+05</td>\n",
       "      <td>2.544160e+05</td>\n",
       "      <td>2.478862e+00</td>\n",
       "      <td>1.168515e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>5.000250e+06</td>\n",
       "      <td>3.345433e+06</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1%</th>\n",
       "      <td>6.900000e+01</td>\n",
       "      <td>5.258862e+06</td>\n",
       "      <td>4.618927e+06</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2.5%</th>\n",
       "      <td>1.710000e+02</td>\n",
       "      <td>5.817836e+06</td>\n",
       "      <td>4.920685e+06</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5%</th>\n",
       "      <td>3.470000e+02</td>\n",
       "      <td>6.024286e+06</td>\n",
       "      <td>4.985102e+06</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>3.502000e+03</td>\n",
       "      <td>6.246522e+06</td>\n",
       "      <td>5.229463e+06</td>\n",
       "      <td>3.200000e-01</td>\n",
       "      <td>8.100000e+01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>5.243000e+03</td>\n",
       "      <td>6.365916e+06</td>\n",
       "      <td>5.379267e+06</td>\n",
       "      <td>3.290000e+00</td>\n",
       "      <td>2.170000e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90%</th>\n",
       "      <td>6.290000e+03</td>\n",
       "      <td>6.592496e+06</td>\n",
       "      <td>5.602273e+06</td>\n",
       "      <td>4.910000e+00</td>\n",
       "      <td>2.930000e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99%</th>\n",
       "      <td>6.928000e+03</td>\n",
       "      <td>7.056209e+06</td>\n",
       "      <td>6.111650e+06</td>\n",
       "      <td>1.009000e+01</td>\n",
       "      <td>3.560000e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>6.999000e+03</td>\n",
       "      <td>7.133785e+06</td>\n",
       "      <td>7.667581e+06</td>\n",
       "      <td>1.001600e+02</td>\n",
       "      <td>3.600000e+02</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               渔船ID             x             y            速度            方向\n",
       "count  2.699638e+06  2.699638e+06  2.699638e+06  2.699638e+06  2.699638e+06\n",
       "mean   3.496035e+03  6.277243e+06  5.271190e+06  1.784449e+00  1.151533e+02\n",
       "std    2.020781e+03  2.698065e+05  2.544160e+05  2.478862e+00  1.168515e+02\n",
       "min    0.000000e+00  5.000250e+06  3.345433e+06  0.000000e+00  0.000000e+00\n",
       "1%     6.900000e+01  5.258862e+06  4.618927e+06  0.000000e+00  0.000000e+00\n",
       "2.5%   1.710000e+02  5.817836e+06  4.920685e+06  0.000000e+00  0.000000e+00\n",
       "5%     3.470000e+02  6.024286e+06  4.985102e+06  0.000000e+00  0.000000e+00\n",
       "50%    3.502000e+03  6.246522e+06  5.229463e+06  3.200000e-01  8.100000e+01\n",
       "75%    5.243000e+03  6.365916e+06  5.379267e+06  3.290000e+00  2.170000e+02\n",
       "90%    6.290000e+03  6.592496e+06  5.602273e+06  4.910000e+00  2.930000e+02\n",
       "99%    6.928000e+03  7.056209e+06  6.111650e+06  1.009000e+01  3.560000e+02\n",
       "max    6.999000e+03  7.133785e+06  7.667581e+06  1.001600e+02  3.600000e+02"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_train.describe([0.01,0.025,0.05,0.5,0.75,0.9,0.99])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-22T13:03:57.028316Z",
     "start_time": "2021-03-22T13:03:57.020333Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>渔船ID</th>\n",
       "      <th>x</th>\n",
       "      <th>y</th>\n",
       "      <th>速度</th>\n",
       "      <th>方向</th>\n",
       "      <th>time</th>\n",
       "      <th>type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>6.152038e+06</td>\n",
       "      <td>5.124873e+06</td>\n",
       "      <td>2.59</td>\n",
       "      <td>102</td>\n",
       "      <td>1110 11:58:19</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>6.151230e+06</td>\n",
       "      <td>5.125218e+06</td>\n",
       "      <td>2.70</td>\n",
       "      <td>113</td>\n",
       "      <td>1110 11:48:19</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>6.150421e+06</td>\n",
       "      <td>5.125563e+06</td>\n",
       "      <td>2.70</td>\n",
       "      <td>116</td>\n",
       "      <td>1110 11:38:19</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>363</th>\n",
       "      <td>999</td>\n",
       "      <td>6.138413e+06</td>\n",
       "      <td>5.162715e+06</td>\n",
       "      <td>0.32</td>\n",
       "      <td>0</td>\n",
       "      <td>1031 12:28:01</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>364</th>\n",
       "      <td>999</td>\n",
       "      <td>6.138413e+06</td>\n",
       "      <td>5.162715e+06</td>\n",
       "      <td>0.32</td>\n",
       "      <td>0</td>\n",
       "      <td>1031 12:18:00</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>365</th>\n",
       "      <td>999</td>\n",
       "      <td>6.138413e+06</td>\n",
       "      <td>5.162715e+06</td>\n",
       "      <td>0.11</td>\n",
       "      <td>294</td>\n",
       "      <td>1031 12:07:59</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     渔船ID             x             y    速度   方向           time type\n",
       "0       0  6.152038e+06  5.124873e+06  2.59  102  1110 11:58:19   拖网\n",
       "1       0  6.151230e+06  5.125218e+06  2.70  113  1110 11:48:19   拖网\n",
       "2       0  6.150421e+06  5.125563e+06  2.70  116  1110 11:38:19   拖网\n",
       "363   999  6.138413e+06  5.162715e+06  0.32    0  1031 12:28:01   拖网\n",
       "364   999  6.138413e+06  5.162715e+06  0.32    0  1031 12:18:00   拖网\n",
       "365   999  6.138413e+06  5.162715e+06  0.11  294  1031 12:07:59   拖网"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_train.head(3).append(data_train.tail(3))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.3.6查看数据集中特征缺失值、唯一值等"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "查看缺失值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-22T13:03:58.426242Z",
     "start_time": "2021-03-22T13:03:58.266643Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 0 columns in train dataset with missing values.\n"
     ]
    }
   ],
   "source": [
    "print(f'There are {data_train.isnull().any().sum()} columns in train dataset with missing values.')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "查看训练集测试集中特征属性只有一值的特征"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-22T13:03:59.967807Z",
     "start_time": "2021-03-22T13:03:59.099105Z"
    }
   },
   "outputs": [],
   "source": [
    "one_value_fea = [col for col in data_train.columns if data_train[col].nunique() <= 1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-22T13:04:00.162294Z",
     "start_time": "2021-03-22T13:03:59.968777Z"
    }
   },
   "outputs": [],
   "source": [
    "one_value_fea_test = [col for col in data_test.columns if data_test[col].nunique() <= 1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-22T13:04:00.766781Z",
     "start_time": "2021-03-22T13:04:00.762792Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "one_value_fea"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-22T13:04:01.245841Z",
     "start_time": "2021-03-22T13:04:01.242849Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "one_value_fea_test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-22T13:04:01.870802Z",
     "start_time": "2021-03-22T13:04:01.866778Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 0 columns in train dataset with one unique value.\n",
      "There are 0 columns in test dataset with one unique value.\n"
     ]
    }
   ],
   "source": [
    "print(f'There are {len(one_value_fea)} columns in train dataset with one unique value.')\n",
    "print(f'There are {len(one_value_fea_test)} columns in test dataset with one unique value.')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 总结:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "6列特征中0列有缺少数据，不存在有唯一值的列，有连续特征和分类特征"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.4 数据特性和特征分布"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.4.1 三类渔船轨迹可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-22T13:04:04.191264Z",
     "start_time": "2021-03-22T13:04:04.187245Z"
    }
   },
   "outputs": [],
   "source": [
    "# 把训练集的所有数据,根据类别存放到不同的数据文件中\n",
    "def get_diff_data():\n",
    "    Path = \"./data_tmp/total_data.pkl\"\n",
    "    with open(Path,\"rb\") as f:\n",
    "        total_data = pickle.load(f)\n",
    "\n",
    "    load_save = Load_Save_Data()\n",
    "\n",
    "    kind_data = [\"刺网\",\"围网\",\"拖网\"]\n",
    "    file_names = [\"ciwang_data.pkl\",\"weiwang_data.pkl\",\"tuowang_data.pkl\"]\n",
    "    for i,datax in enumerate(kind_data):\n",
    "        data_type =  [data for data in total_data if data[\"type\"].unique()[0] == datax]\n",
    "        load_save.save_data(data_type,\"./data_tmp/\" + file_names[i])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-22T13:04:10.495797Z",
     "start_time": "2021-03-22T13:04:04.794305Z"
    }
   },
   "outputs": [],
   "source": [
    "get_diff_data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-22T13:04:10.500786Z",
     "start_time": "2021-03-22T13:04:10.496783Z"
    }
   },
   "outputs": [],
   "source": [
    "# 从存放某个轨迹类别的数据文件中，随机读取某个渔船的数据\n",
    "def get_random_one_traj(type=None):\n",
    "    \"\"\"\n",
    "    :param type:\"ciwang\",\"weiwang\" or \"tuowang\"\n",
    "    \"\"\"\n",
    "    \n",
    "    np.random.seed(10)\n",
    "    path = \"./data_tmp/\"\n",
    "    with open(path + type + \".pkl\",\"rb\") as f1:\n",
    "        data = pickle.load(f1)\n",
    "    length = len(data)\n",
    "    index = np.random.choice(length)\n",
    "    return data[index]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-22T13:04:10.505736Z",
     "start_time": "2021-03-22T13:04:10.501774Z"
    }
   },
   "outputs": [],
   "source": [
    "# 分别从三个类别的数据文件中，随机读取某三个渔船的数据\n",
    "def get_random_three_traj(type=None):\n",
    "    \"\"\"\n",
    "    :param type:\"ciwang\",\"weiwang\" or \"tuowang\"\n",
    "    \"\"\"\n",
    "    \n",
    "    random.seed(10)\n",
    "    path = \"./data_tmp/\"\n",
    "    with open(path + type + \".pkl\", \"rb\") as f:\n",
    "        data = pickle.load(f)\n",
    "    data_arrange = np.arange(len(data)).tolist()\n",
    "    index = random.sample(data_arrange,3)\n",
    "    return data[index[0]],data[index[1]],data[index[2]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-22T13:04:10.512716Z",
     "start_time": "2021-03-22T13:04:10.506733Z"
    }
   },
   "outputs": [],
   "source": [
    "# 每个类别中随机三个渔船的轨迹进行可视化\n",
    "def visualize_three_traj():\n",
    "    fig,axes = plt.subplots(nrows=3,ncols=3,figsize=(20,15))\n",
    "    plt.subplots_adjust(wspace=0.2,hspace=0.2)\n",
    "    # 对于每一个类别，随机选出刺网的三条轨迹进行可视化\n",
    "    lables = [\"ciwang\",\"weiwang\",\"tuowang\"]\n",
    "    for i,file_type in tqdm(enumerate([\"ciwang_data\",\"weiwang_data\",\"tuowang_data\"])):\n",
    "        data1, data2, data3 = get_random_three_traj(type=file_type)\n",
    "        for j, datax in enumerate([data1, data2, data3]):\n",
    "            x_data = datax[\"x\"].loc[-1:].values\n",
    "            y_data = datax[\"y\"].loc[-1:].values\n",
    "            axes[i][j - 1].scatter(x_data[0], y_data[0], label=\"start\", c=\"red\", s=10, marker=\"8\")\n",
    "            axes[i][j - 1].plot(x_data, y_data, label=lables[i])\n",
    "            axes[i][j - 1].scatter(x_data[len(x_data) - 1], y_data[len(y_data) - 1], label=\"end\", c=\"green\", s=10,\n",
    "                                   marker=\"v\")\n",
    "            axes[i][j - 1].grid(alpha=2)\n",
    "            axes[i][j - 1].legend(loc=\"best\")\n",
    "\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-22T13:04:14.271069Z",
     "start_time": "2021-03-22T13:04:10.513715Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "3it [00:02,  1.03it/s]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1080 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "visualize_three_traj()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 总结:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. 可以看到不同轨迹虽然有不同的变化，但是仍然不具有很强的区分性。\n",
    "    - 刺网的轨迹偏向于具有规则多边形的情形。\n",
    "    - 围网的部分轨迹偏向于围城一个圈的情形。\n",
    "    - 拖网的轨迹偏向于点到点，没有拐角的情形。\n",
    "    - 整体上来说，不同类别的轨迹仍然不具有很强的区别分性。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2. 通过取不同的随机数，发现存在异常轨迹，轨迹中只存在几个点。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.4.2 坐标序列可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-22T13:04:16.687336Z",
     "start_time": "2021-03-22T13:04:16.682349Z"
    }
   },
   "outputs": [],
   "source": [
    "# 随机选取某条数据，观察x坐标序列和y坐标序列的变化情况\n",
    "def visualize_one_traj_x_y():\n",
    "    fig,axes = plt.subplots(nrows=2,ncols=1,figsize=(10,8))\n",
    "    plt.subplots_adjust(wspace=0.5,hspace=0.5)\n",
    "\n",
    "    data1 = get_random_one_traj(type=\"weiwang_data\")\n",
    "    x = data1[\"x\"].loc[-1:]\n",
    "    x = x / 10000\n",
    "    \n",
    "    y = data1[\"y\"].loc[-1:]\n",
    "    y = y / 10000\n",
    "\n",
    "    arr1 = np.arange(len(x))\n",
    "    arr2 = np.arange(len(y))\n",
    "\n",
    "    axes[0].plot(arr1,x,label=\"x\")\n",
    "    axes[1].plot(arr2,y,label=\"y\")\n",
    "    axes[0].grid(alpha=3)\n",
    "    axes[0].legend(loc=\"best\")\n",
    "    axes[1].grid(alpha=3)\n",
    "    axes[1].legend(loc=\"best\")\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-22T13:04:18.117627Z",
     "start_time": "2021-03-22T13:04:17.322723Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "visualize_one_traj_x_y()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 总结:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1.  通过对坐标x和坐标y序列的可视化，发现两个序列存在同时不变的情况，因此可以判断存在POI点。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.4.3 三类渔船速度和方向可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-22T13:04:20.304785Z",
     "start_time": "2021-03-22T13:04:20.298772Z"
    }
   },
   "outputs": [],
   "source": [
    "# 每类轨迹，随机选取某个渔船，可视化速度序列和方向序列\n",
    "def visualize_three_traj_speed_direction():\n",
    "    fig,axes = plt.subplots(nrows=3,ncols=2,figsize=(20,15))\n",
    "    plt.subplots_adjust(wspace=0.3,hspace=0.3)\n",
    "    # 随机选出刺网的三条轨迹进行可视化\n",
    "    file_types = [\"ciwang_data\",\"weiwang_data\",\"tuowang_data\"]\n",
    "    speed_types = [\"ciwang_speed\",\"weiwang_speed\",\"tuowang_speed\"]\n",
    "    doirections = [\"ciwang_direction\",\"weiwang_direction\",\"tuowang_direction\"]\n",
    "    colors = ['pink', 'lightblue', 'lightgreen']\n",
    "    for i,file_name in tqdm(enumerate(file_types)):\n",
    "        datax = get_random_one_traj(type=file_name)\n",
    "        x_data = datax[\"速度\"].loc[-1:].values\n",
    "        y_data = datax[\"方向\"].loc[-1:].values\n",
    "        axes[i][0].plot(range(len(x_data)), x_data, label=speed_types[i], color=colors[i])\n",
    "        axes[i][0].grid(alpha=2)\n",
    "        axes[i][0].legend(loc=\"best\")\n",
    "        axes[i][1].plot(range(len(y_data)), y_data, label=doirections[i], color=colors[i])\n",
    "        axes[i][1].grid(alpha=2)\n",
    "        axes[i][1].legend(loc=\"best\")\n",
    "\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-22T13:04:24.439387Z",
     "start_time": "2021-03-22T13:04:21.002543Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "3it [00:02,  1.03it/s]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1080 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "visualize_three_traj_speed_direction()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 总结:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. 不同轨迹速度的数据分布，均存在连续的低值，因此强化了对POI点存在的判断。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2. 每个类别的渔船方向变化很快，可以判定为渔船在海上漂泊造成，因此此特征对于类别的判断不具有很强的区分性。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.4.4 三类渔船速度和方向的数据分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-22T13:04:26.830621Z",
     "start_time": "2021-03-22T13:04:26.826615Z"
    }
   },
   "outputs": [],
   "source": [
    "# 对某一特征进行数据统计\n",
    "def get_data_cummulation(type=None,path=None,kind=None,columns=None):\n",
    "    \"\"\"\n",
    "    :param type:\"ciwang\",\"weiwang\" or \"tuowang\"\n",
    "    :param path:存放数据路径\n",
    "    :param kind: '速度' or  '方向'\n",
    "    :param columns:与kind对应，'speed' or 'direction'\n",
    "    \"\"\"\n",
    "    \n",
    "    data_dict = dict()\n",
    "    with open(path + type+\".pkl\",\"rb\") as file:\n",
    "        data_list = pickle.load(file)\n",
    "    for datax in tqdm(data_list):\n",
    "        data = datax[kind].values\n",
    "        for speed in data:\n",
    "            data_dict.setdefault(speed,0)\n",
    "            data_dict[speed] += 1\n",
    "    data_dict = dict(sorted(data_dict.items(),key=lambda x:x[0],reverse=False))\n",
    "    data_df = pd.DataFrame.from_dict(data_dict,columns=[columns],orient=\"index\")\n",
    "    return data_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-22T13:04:27.341791Z",
     "start_time": "2021-03-22T13:04:27.338800Z"
    }
   },
   "outputs": [],
   "source": [
    "# 分别得到速度和方向的分布数据\n",
    "def get_speed_and_direction_distribution_data(type=None):\n",
    "    \"\"\"\n",
    "    :param type:\"ciwang\",\"weiwang\" or \"tuowang\"\n",
    "    \"\"\"\n",
    "    \n",
    "    path = \"./data_tmp/\"\n",
    "    data_speed_df = get_data_cummulation(type=type, path=path,kind=\"速度\",columns=\"speed\")\n",
    "    data_direction_df = get_data_cummulation(type=type,path=path,kind=\"方向\",columns=\"direction\")\n",
    "    return data_speed_df,data_direction_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-22T13:04:27.807849Z",
     "start_time": "2021-03-22T13:04:27.802838Z"
    }
   },
   "outputs": [],
   "source": [
    "# 可视化速度和方向的数据分布\n",
    "df_speeds = []\n",
    "df_directions = []\n",
    "\n",
    "\n",
    "def plot_speed_direction1_distribution():\n",
    "    plt.subplots(nrows=1, ncols=2, figsize=(15, 6))\n",
    "    plt.subplots_adjust(wspace=0.3, hspace=0.5)\n",
    "\n",
    "    file_types = [\"ciwang_data\", \"weiwang_data\", \"tuowang_data\"]\n",
    "    lables = [\"target==cw\", \"target==ww\", \"target==tw\"]\n",
    "    colors = [\"red\", \"green\", \"blue\"]\n",
    "\n",
    "    for i, filenames in enumerate(file_types):\n",
    "        df11, df21 = get_speed_and_direction_distribution_data(file_types[i])\n",
    "        plt.subplot(1,2,1)\n",
    "        ax1 = sns.kdeplot(df11[\"speed\"].values / 1000000, color=colors[i],shade=True)\n",
    "        plt.subplot(1,2,2)\n",
    "        ax3 = sns.kdeplot(df21[\"direction\"].values / 1000000, color=colors[i],shade=True)\n",
    "        df_speeds.append(df11)\n",
    "        df_directions.append(df21)\n",
    "    ax1.legend(lables)\n",
    "    ax1.set_xlabel(\"Speed\")\n",
    "    ax3.set_xlabel(\"Direction\")\n",
    "    ax3.legend(lables)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-22T13:04:36.556160Z",
     "start_time": "2021-03-22T13:04:28.506703Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
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      "100%|████████████████████████████████████████████████████████████████████████████| 1621/1621 [00:00<00:00, 6744.18it/s]\n",
      "100%|████████████████████████████████████████████████████████████████████████████| 1621/1621 [00:00<00:00, 7929.84it/s]\n",
      "100%|████████████████████████████████████████████████████████████████████████████| 4361/4361 [00:00<00:00, 6107.10it/s]\n",
      "100%|████████████████████████████████████████████████████████████████████████████| 4361/4361 [00:00<00:00, 7133.23it/s]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_speed_direction1_distribution()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-22T13:04:37.375908Z",
     "start_time": "2021-03-22T13:04:37.370921Z"
    }
   },
   "outputs": [],
   "source": [
    "# 使用分位图对速度和方向的数据分布进行可视化\n",
    "def plot_speed_direction2_distribution():\n",
    "    fig,axes = plt.subplots(nrows=1, ncols=2, figsize=(15, 6))\n",
    "    plt.subplots_adjust(wspace=0.3, hspace=0.5)\n",
    "    colors_box = ['pink', 'lightblue', 'lightgreen']\n",
    "\n",
    "    bplot1 = axes[0].boxplot([df_speeds[0][\"speed\"].values,df_speeds[1][\"speed\"].values,df_speeds[2][\"speed\"].values]\n",
    "                       , vert=True\n",
    "                       , patch_artist=True\n",
    "                       , labels=[\"cw\", \"ww\", \"tw\"])\n",
    "    bplot2 = axes[1].boxplot([df_directions[0][\"direction\"].values, df_directions[1][\"direction\"].values, df_directions[2][\"direction\"].values]\n",
    "                       , vert=True\n",
    "                       , patch_artist=True\n",
    "                       , labels=[\"cw\", \"ww\", \"tw\"])\n",
    "\n",
    "    for blpot in (bplot1,bplot2):\n",
    "        for patch,color in zip(blpot[\"boxes\"],colors_box):\n",
    "            patch.set_facecolor(color)\n",
    "\n",
    "    axes[0].set_title(\"speed\")\n",
    "    axes[1].set_title(\"direction\")\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-22T13:04:37.962210Z",
     "start_time": "2021-03-22T13:04:37.818594Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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JkmrCAChJkiRJNWEAlCRJkqSaMABKkiRJUk0YACVJkiSpJgyAkiRJklQTBkBJkiRJqgkDoCRJkiTVhAFQkiRJkmrCAChJkiRJNWEAlCRJkqSaMABKkiRJUk0YACVJkiSpJgyAkiRJklQTBkBJkiRJqgkDoCRJkiTVhAFQkiRJkmrCAChJkiRJNWEAlCRJkqSaMABKkiRJUk0YACVJkiSpJgyAkiRJklQTBkBJkiRJqgkDoCRJkiTVhAFQkiRJkmrCAChJkiRJNWEAlCRJkqSaMABKkiRJUk0YACVJkiSpJgyAkiRVLCI6IuKOiPhieX5KRHwzIrZExN9GxDNK/cjyfEtZf3LLMd5T6t+NiHNa6qtLbUtEXNZSn/IckqT2ZgCUJKl6lwLjLc//HLgiM18MPAYMlPoA8FipX1G2IyJOA94ErARWAx8vobIDuAo4FzgN6C/bznQOSVIbMwBKklShiFgBvBb4q/I8gDOBz5ZNrgNeV5bPL88p688q258P3JCZOzPzfmALcEZ5bMnM+zLz58ANwPn7OYckqY3tNwBGxIkRMRoR34mIeyLi0lJ/b0Rsi4g7y+O8ln3mZBjKTENdJElqE38BvAv4RXl+LPB4Zj5dnm8FTijLJwAPApT1T5Tt99T32We6+kzn2EtEXBQRmyJi0/bt2w/yJUqSForZfAL4NPAnmXkasAq4pGX4yBWZeXp5rIc5H4Yy5VAXSZLaQUT8DvBIZt5edVumk5nXZmZPZvYsX7686uZIkg7RfgNgZj6Umf9cln9C8xqFKf9KWMzlMJTphrpIktQOfgv4vYj4Ac1+8UzgL4FlEbGkbLMC2FaWtwEnApT1RwGPttb32We6+qMznEOS1MYO6BrAMgTzZcA3S+ntEXFXRKyLiKNLbS6HoUw31EWSpEUvM9+TmSsy82Sao2e+mpn/BzAKvL5stgb4Qlm+qTynrP9qZmapv6lcOnEKcCrwLeA24NRyqcUzyjluKvtMdw5JUhubdQCMiF8D/h54R2Y+CVwNvAg4HXgI+G/z0cBZts3rEyRJ7eTdwB9HxBaaf/gcKfUR4NhS/2PgMoDMvAe4EfgO8GXgksycLH88fTuwgeYInhvLtjOdQ5LUxpbsfxOIiE6a4e/TmfkPAJn5cMv6TwBfLE+nG27CNPU9w1BKRzXVUJet+wx12UtmXgtcC9DT05OzeU2SJC0kmfmPwD+W5ftoXjqx7zYTwBum2X8YGJ6ivh5YP0V9ynNIktrbbGYBDZp/FRzPzI+21I9v2ew/ApvL8lwOQ5luqIskSZIk6QDN5hPA3wLeDNwdEXeW2p/SnMXzdCCBHwD/BZrDUCJi9zCUpynDUAAiYvcwlA5g3T7DUG6IiD8D7mDvoS6fKsNTdtAMjZIkSZKkg7DfAJiZY8BUM2/+ynCSln3mZBjKTENdJEmSJEkH5oBmAZUkSZIkLV4GQEmSJEmqCQOgJEmSJNWEAVCSJEmSasIAKEmSJEk1YQCUJEmSpJowAEqSJElSTRgAJUmSJKkmDICSJEmSVBMGQEmSJEmqCQOgJEmSJNWEAVCSJEmSasIAKEmSJEk1YQCUJEmSpJowAEqSJElSTRgAJUmSJKkmDICSJEmSVBMGQEmSJEmqCQOgJEmSJNWEAVCSJEmSasIAKEmSJEk1YQCUJEmSpJowAEqSJElSTRgAJUmSJKkmDICSJEmSVBMGQEmSJEmqCQOgJEmSJNWEAVCSJEmSasIAKEmSJEk1YQCUJEmSpJowAEqSJElSTRgAJUmSJKkmDICSJEmSVBMGQEmSJEmqCQOgJEmSJNXEfgNgRJwYEaMR8Z2IuCciLi31YyJiY0TcW74eXeoREVdGxJaIuCsiXt5yrDVl+3sjYk1L/RURcXfZ58qIiJnOIUmSJEk6cLP5BPBp4E8y8zRgFXBJRJwGXAbckpmnAreU5wDnAqeWx0XA1dAMc8DlwCuBM4DLWwLd1cCFLfutLvXpziFJkiRJOkD7DYCZ+VBm/nNZ/gkwDpwAnA9cVza7DnhdWT4fuD6bbgWWRcTxwDnAxszckZmPARuB1WXdczLz1sxM4Pp9jjXVOSRJkiRJB+iArgGMiJOBlwHfBI7LzIfKqh8Bx5XlE4AHW3bbWmoz1bdOUWeGc+zbrosiYlNEbNq+ffuBvCRJkiRJqo1ZB8CI+DXg74F3ZOaTrevKJ3c5x23by0znyMxrM7MnM3uWL18+n82QJEmSpEVrVgEwIjpphr9PZ+Y/lPLDZfgm5esjpb4NOLFl9xWlNlN9xRT1mc4hSZIkSTpAs5kFNIARYDwzP9qy6iZg90yea4AvtNQvKLOBrgKeKMM4NwBnR8TRZfKXs4ENZd2TEbGqnOuCfY411TkkSZIkSQdoySy2+S3gzcDdEXFnqf0p8GHgxogYAB4A3ljWrQfOA7YAPwXeApCZOyLiA8BtZbv3Z+aOsnwx8EngmcDN5cEM55AkSZIkHaD9BsDMHANimtVnTbF9ApdMc6x1wLop6puA7inqj051DkmS2kFELAW+BhxJs0/+bGZeHhGnADcAxwK3A2/OzJ9HxJE0Z8t+BfAo8J8y8wflWO8BBoBJ4I8yc0Oprwb+EugA/iozP1zqU57jsLxwSVJlDmgWUEmSNKd2Amdm5kuB02neHmkV8OfAFZn5YuAxmsGO8vWxUr+ibEe5P++bgJU076X78YjoiIgO4Cqa9+g9Degv2zLDOSRJbcwAKElSRco9c/+tPO0sjwTOBD5b6vvea3f3/XE/C5xVrp8/H7ghM3dm5v00L8M4ozy2ZOZ95dO9G4Dzyz7TnUOS1MYMgJIkVah8UncnzZmuNwLfBx7PzKfLJq33x91zT92y/gmaQzgP9B68x85wDklSGzMASpJUocyczMzTad4G6Qzg16tt0d4i4qKI2BQRm7Zv3151cyRJh8gAKEnSApCZjwOjwG8CyyJi90RtrffH3XNP3bL+KJqTwRzoPXgfneEc+7br2szsycye5cuXH8pLlCQtAAZASZIqEhHLI2JZWX4m8BpgnGYQfH3ZbN977e6+P+7rga+W2bdvAt4UEUeW2T1PBb5F89ZLp0bEKRHxDJoTxdxU9pnuHJKkNjab+wBKkqT5cTxwXZmt8wjgxsz8YkR8B7ghIv4MuAMYKduPAJ+KiC3ADpqBjsy8JyJuBL4DPA1ckpmTABHxdmADzdtArMvMe8qx3j3NOSRJbcwAKElSRTLzLuBlU9Tvo3k94L71CeAN0xxrGBieor4eWD/bc0iS2ptDQCVJkiSpJgyAklShRqNBd3c3HR0ddHd302g0qm6SJElqYw4BlaSKNBoNhoaGGBkZobe3l7GxMQYGBgDo7++vuHWSJKkd+QmgJFVkeHiYkZER+vr66OzspK+vj5GREYaHf+UyLkmSpDlhAJSkioyPj9Pb27tXrbe3l/Hx8YpaJEmS2p0BUJIq0tXVxdjY2F61sbExurq6KmqRJElqdwZASarI0NAQAwMDjI6OsmvXLkZHRxkYGGBoaKjqpkmSpDblJDCSVJHdE70MDg4yPj5OV1cXw8PDTgAjSZLmjQFQkirU399v4JMkSYeNQ0AlSZIkqSYMgJIkSZJUEwZASZIkSaoJA6AkSZIk1YQBUJIkSZJqwgAoSZIkSTVhAJQkSZKkmjAASpIkSVJNGAAlSZIkqSYMgJIkSZJUEwZASZIkSaoJA6AkSZIk1YQBUJIkSZJqwgAoSZIkSTVhAJQkSZKkmjAASpIkSVJNGAAlSZIkqSYMgJIkSZJUE/sNgBGxLiIeiYjNLbX3RsS2iLizPM5rWfeeiNgSEd+NiHNa6qtLbUtEXNZSPyUivlnqfxsRzyj1I8vzLWX9yXP2qiVJkiSphmbzCeAngdVT1K/IzNPLYz1ARJwGvAlYWfb5eER0REQHcBVwLnAa0F+2BfjzcqwXA48BA6U+ADxW6leU7SRJkiRJB2m/ATAzvwbsmOXxzgduyMydmXk/sAU4ozy2ZOZ9mflz4Abg/IgI4Ezgs2X/64DXtRzrurL8WeCssr0kSZIk6SAcyjWAb4+Iu8oQ0aNL7QTgwZZttpbadPVjgccz8+l96nsdq6x/omz/KyLioojYFBGbtm/ffggvSZIkSZLa18EGwKuBFwGnAw8B/22uGnQwMvPazOzJzJ7ly5dX2RRJkiRJWrAOKgBm5sOZOZmZvwA+QXOIJ8A24MSWTVeU2nT1R4FlEbFkn/pexyrrjyrbS5IkSZIOwkEFwIg4vuXpfwR2zxB6E/CmMoPnKcCpwLeA24BTy4yfz6A5UcxNmZnAKPD6sv8a4Astx1pTll8PfLVsL0mSJEk6CLO5DUQD+CfgJRGxNSIGgI9ExN0RcRfQB/yfAJl5D3Aj8B3gy8Al5ZPCp4G3AxuAceDGsi3Au4E/jogtNK/xGyn1EeDYUv9jYM+tIySpXTQaDbq7u+no6KC7u5tGo1F1kyRJUhtbsr8NMrN/ivLIFLXd2w8Dw1PU1wPrp6jfxy+HkLbWJ4A37K99krRYNRoNhoaGGBkZobe3l7GxMQYGmnfC6e+f6kevJEnSoTmUWUAlSYdgeHiYkZER+vr66OzspK+vj5GREYaHf+VvaJIkSXPCAChJFRkfH6e3t3evWm9vL+Pj4xW1SJIktTsDoCRVpKuri7Gxsb1qY2NjdHV1VdQiSZLU7gyAklSRoaEhBgYGGB0dZdeuXYyOjjIwMMDQ0FDVTZMkSW1qv5PASJLmx+6JXgYHBxkfH6erq4vh4WEngJEkSfPGAChJFerv7zfwSZKkw8YhoJIkSZJUEwZASZIkSaoJA6AkSZIk1YQBUJIkSZJqwgAoSZIkSTVhAJQkqSIRcWJEjEbEdyLinoi4tNSPiYiNEXFv+Xp0qUdEXBkRWyLiroh4ecux1pTt742INS31V0TE3WWfKyMiZjqHJKm9GQAlSarO08CfZOZpwCrgkog4DbgMuCUzTwVuKc8BzgVOLY+LgKuhGeaAy4FXAmcAl7cEuquBC1v2W13q051DktTGDICSJFUkMx/KzH8uyz8BxoETgPOB68pm1wGvK8vnA9dn063Asog4HjgH2JiZOzLzMWAjsLqse05m3pqZCVy/z7GmOockqY0ZACVJWgAi4mTgZcA3geMy86Gy6kfAcWX5BODBlt22ltpM9a1T1JnhHPu266KI2BQRm7Zv334Qr0yStJAYACVJqlhE/Brw98A7MvPJ1nXlk7ucz/PPdI7MvDYzezKzZ/ny5fPZDEnSYWAAlCSpQhHRSTP8fToz/6GUHy7DNylfHyn1bcCJLbuvKLWZ6iumqM90DklSGzMASpJUkTIj5wgwnpkfbVl1E7B7Js81wBda6heU2UBXAU+UYZwbgLMj4ugy+cvZwIay7smIWFXOdcE+x5rqHJKkNrak6gZIklRjvwW8Gbg7Iu4stT8FPgzcGBEDwAPAG8u69cB5wBbgp8BbADJzR0R8ALitbPf+zNxRli8GPgk8E7i5PJjhHJKkNmYAlCSpIpk5BsQ0q8+aYvsELpnmWOuAdVPUNwHdU9QfneockqT25hBQSZIkSaoJA6AkSZIk1YQBUJIkSZJqwgAoSZIkSTVhAJQkSZKkmjAASpIkSVJNGAAlSZJUO41Gg+7ubjo6Ouju7qbRaFTdJOmwMABKC5idkyRJc6/RaDA0NMTatWuZmJhg7dq1DA0N2c+qFgyA0gJl5yRJ0vwYHh5mZGSEvr4+Ojs76evrY2RkhOHh4aqbJs27yMyq2zCnenp6ctOmTVU3Qzpk3d3drF27lr6+vj210dFRBgcH2bx5c4Utk+ZGRNyemT1Vt0OzZx+rdtHR0cHExASdnZ17art27WLp0qVMTk5W2DJpbszUx/oJoLRAjY+P09vbu1ett7eX8fHxilokSVJ76OrqYmxsbK/a2NgYXV1dFbVIOnwMgNICZedUD17nKUmH39DQEAMDA4yOjrJr1y5GR0cZGBhgaGio6qZJ825J1Q2QNLXdndPIyAi9vb2MjY0xMDDg9QltZPd1nvu+xwD9/f0Vt06S2tfun7GDg4OMj4/T1dXF8PCwP3tVC14DKC1gjUaD4eHhPZ3T0NCQnVMbqft1nl4DuPjYx0rS4nBI1wBGxLqIeCQiNrfUjomIjRFxb/l6dKlHRFwZEVsi4q6IeHnLPmvK9vdGxJqW+isi4u6yz5URETOdQ6qT/v5+Nm/ezOTkJJs3bzb8tRmv85QWLodnS2pXs7kG8JPA6n1qlwG3ZOapwC3lOcC5wKnlcRFwNTTDHHA58ErgDODylkB3NXBhy36r93MOFXZO0uLmdZ7SwuRteCS1s/0GwMz8GrBjn/L5wHVl+TrgdS3167PpVmBZRBwPnANszMwdmfkYsBFYXdY9JzNvzeZY1Ov3OdZU5xB2TlI7cBICaWHyHnGS2tnBTgJzXGY+VJZ/BBxXlk8AHmzZbmupzVTfOkV9pnOIvTsnYE/nNDg46DBBaZFwEgJpYXJ4tqR2dsizgGZmRsS8ziSzv3NExEU0h5xy0kknzWdTFgw7J6k99Pf3G/ikBWb38OzWCZocni2pXRzsfQAfLsM3KV8fKfVtwIkt260otZnqK6aoz3SOX5GZ12ZmT2b2LF++/CBf0uLitUOSJM0Ph2dLamcHGwBvAnbP5LkG+EJL/YIyG+gq4IkyjHMDcHZEHF0mfzkb2FDWPRkRq8rsnxfsc6ypziHsnCRJmi/9/f0MDw8zODjI0qVLGRwcdHi2pLax3yGgEdEAfht4bkRspTmb54eBGyNiAHgAeGPZfD1wHrAF+CnwFoDM3BERHwBuK9u9PzN3TyxzMc2ZRp8J3FwezHAO4bVDkiTNJ4dnS2pX3gheklQJbwS/+NjHStLicEg3gpckSZIktQcDoCRJkiTVhAFQkiRJkmrCAChJkiRJNWEAlCRJkqSaMABKkiRJUk0YACVJkiSpJgyAi1ij0aC7u5uOjg66u7tpNBpVN0mSJEnSArak6gbo4DQaDYaGhhgZGaG3t5exsTEGBgYA6O/vr7h1kiRJkhYiPwFcpIaHhxkZGaGvr4/Ozk76+voYGRlheHi46qZJkiRJWqAMgIvU+Pg4vb29e9V6e3sZHx+vqEWSJEmSFjoD4CLV1dXF2NjYXrWxsTG6uroqapEkSZKkhc4AuEgNDQ0xMDDA6Ogou3btYnR0lIGBAYaGhqpumiRJkqQFyklgFqndE70MDg4yPj5OV1cXw8PDTgAjSZIkaVoGwEWsv7/fwCdJkiRp1hwCKkmSJEk1YQCUJEmSpJowAEqSJElSTRgAJUmSJKkmDICSVKFGo0F3dzcdHR10d3fTaDSqbpIkSWpjBsBFzF8c25/vcXtrNBoMDQ2xdu1aJiYmWLt2LUNDQ77PkiRp3hgAFyl/cWx/vsftb3h4mJGREfr6+ujs7KSvr4+RkRGGh4erbpokSWpTkZlVt2FO9fT05KZNm6puxrzr7u5m7dq19PX17amNjo4yODjI5s2bK2yZ5orvcfvr6OhgYmKCzs7OPbVdu3axdOlSJicnK2zZ4RERt2dmT9Xt0OzVpY+VpMVupj7WTwAXqfHxcXp7e/eq9fb2Mj4+XlGLNNd8j9tfV1cXY2Nje9XGxsbo6uqqqEWqQkSsi4hHImJzS+2YiNgYEfeWr0eXekTElRGxJSLuioiXt+yzpmx/b0Ssaam/IiLuLvtcGREx0zkkSe3NALhI+Ytj+/M9bn9DQ0MMDAwwOjrKrl27GB0dZWBggKGhoaqbpsPrk8DqfWqXAbdk5qnALeU5wLnAqeVxEXA1NMMccDnwSuAM4PKWQHc1cGHLfqv3cw5JUhszAC5S/uLY/nyP219/fz/Dw8MMDg6ydOlSBgcHGR4epr+/v+qm6TDKzK8BO/Ypnw9cV5avA17XUr8+m24FlkXE8cA5wMbM3JGZjwEbgdVl3XMy89ZsXvNx/T7HmuockqQ2tqTqBujg7P4FcXBwkPHxcbq6uvzFsc309/fzjW98g3PPPZedO3dy5JFHcuGFF/oet5n+/n7fU03luMx8qCz/CDiuLJ8APNiy3dZSm6m+dYr6TOeQJLUxPwFcxPr7+9m8eTOTk5Ns3rzZXyLbTKPR4Etf+hI333wzP//5z7n55pv50pe+5CygUs2UT+7mdca2mc4RERdFxKaI2LR9+/b5bIYk6TAwAEoLlLcIkGrt4TJ8k/L1kVLfBpzYst2KUpupvmKK+kzn2EtmXpuZPZnZs3z58kN6UZKk6hkApQXKWUClWrsJ2D2T5xrgCy31C8psoKuAJ8owzg3A2RFxdJn85WxgQ1n3ZESsKrN/XrDPsaY6hySpjRkApQXKWUCleoiIBvBPwEsiYmtEDAAfBl4TEfcC/6E8B1gP3AdsAT4BXAyQmTuADwC3lcf7S42yzV+Vfb4P3Fzq051DktTGnARGWqB2zwI6MjJCb28vY2NjDAwMOARUajOZOd0F3GdNsW0Cl0xznHXAuinqm4DuKeqPTnUOSVJ7MwBKC5QzvUqSJGmuOQR0EWs0GnR3d9PR0UF3d7ezQ7YhZ3qVJEnSXDIALlKNRoOhoSHWrl3LxMQEa9euZWhoyBDYZgz5kiRJmkuHFAAj4gcRcXdE3BkRm0rtmIjYGBH3lq9Hl3pExJURsSUi7oqIl7ccZ03Z/t6IWNNSf0U5/paybxxKe9uJtwhof4Z8SZIkzbW5+ASwLzNPz8ye8vwy4JbMPBW4pTwHOBc4tTwuAq6GZmAELgdeCZwBXL47NJZtLmzZb/UctLcteIuA9mfIlyRJ0lybjyGg5wPXleXrgNe11K/PpluBZeXGs+cAGzNzR2Y+BmwEVpd1z8nMW8usZ9e3HKv2vEVA+zPkS5Ikaa4dagBM4CsRcXtEXFRqx5UbzwL8CDiuLJ8APNiy79ZSm6m+dYr6r4iIiyJiU0Rs2r59+6G8nkVj9y0CRkdH2bVrF6OjowwMDDA0NFR10zRHDPmSJEmaa4d6G4jezNwWEc8DNkbEv7SuzMyMiDzEc+xXZl4LXAvQ09Mz7+dbCLxFQPvzPoCSJEmaa4cUADNzW/n6SER8juY1fA9HxPGZ+VAZxvlI2XwbcGLL7itKbRvw2/vU/7HUV0yxvYr+/n4DXxsz5EuSJGmuHfQQ0Ih4VkQ8e/cycDawGbgJ2D2T5xrgC2X5JuCCMhvoKuCJMlR0A3B2RBxdJn85G9hQ1j0ZEavK7J8XtBxLqgXvAyhJkqS5dCifAB4HfK7cmWEJ8JnM/HJE3AbcGBEDwAPAG8v264HzgC3AT4G3AGTmjoj4AHBb2e79mbmjLF8MfBJ4JnBzeUiSJEmSDsJBB8DMvA946RT1R4GzpqgncMk0x1oHrJuivgnoPtg2SpIkSZJ+aT5uAyFJkiRJWoAMgJIkSZJUEwZASZIkSaoJA6AkSZIk1YQBUJIkSZJqwgAoSZIkSTVhAJQkSZKkmjAASpIkSVJNGAAlSZIkqSYMgJIkSZJUEwZASZIkSaoJA6AkVajRaNDd3U1HRwfd3d00Go2qmyRJktqYAVCSKtJoNLj00kt56qmnAHjqqae49NJLDYGSJGneGAAlqSLvete72LVr1161Xbt28a53vauiFkmSpHZnAJSkimzdupWlS5eybt06JiYmWLduHUuXLmXr1q1VN02SJLUpA6AkVaivr4/BwUGWLl3K4OAgfX19VTdJkqS2sLt/jYg9/awMgNKC5gQh7a/RaPDjH/+YX/ziF/z4xz/2PZYkaQ4MDg5yzTXX8MEPfpCnnnqKD37wg1xzzTWGQAyA0oLVaDQYGhpi7dq1TExMsHbtWoaGhgwIbaSjo2PPckRMWZckSQfuE5/4BC984Qt55zvfybOe9Sze+c538sIXvpBPfOITVTetcgZAaYEaHh5mZGSEvr4+Ojs76evrY2RkhOHh4aqbpjkyOTlJR0cHDz/8MJnJww8/TEdHB5OTk1U3TZKkRW3nzp1873vf2/MH1ojge9/7Hjt37qy4ZdUzAEoL1Pj4OL29vXvVent7GR8fr6hFmg+Tk5McffTRABx99NGGP0mS5lBrAFSTAVBaoLq6uhgbG9urNjY2RldXV0Ut0nzo7OzkqKOO4ogjjuCoo46is7Oz6iZJktQ2Xvva17J9+3Ze+9rXVt2UBcMAKC1QQ0NDDAwMMDo6yq5duxgdHWVgYIChoaGqm6Y59PTTT/Ozn/2MzORnP/sZTz/9dNVNkiSpLTzvec9jw4YNLF++nA0bNvC85z2v6iYtCAZAaYHq7+9neHh4r1sEDA8P09/fX3XTNIdOP/10nvvc5xIRPPe5z+X000+vukmSJLWFRx55hLe+9a08/vjjvPWtb+WRRx6pukkLggFQWsD6+/vZvHkzk5OTbN682fDXhu644w5e/epXs2PHDl796ldzxx13VN0kSZIWvd0zal999dUsW7aMq6++eq96nRkAJakiK1eupKenh2uuuYZly5ZxzTXX0NPTw8qVK6tumiRJi9rb3vY2ImJP4Ovo6CAieNvb3lZxy6q3pOoGSFK7m+3MY5nJpk2bZtwnM+esXZIktau1a9cCzfsBTk5OsmTJEi688MI99TrzE0BpAdt9/V9E7LkOUItPZk77+MxnPrPnE7+VK1fymc98ZsbtJUnS7Kxdu5aJiQkyk4mJCcNfYQBcxBqNBt3d3XR0dNDd3U2j0ai6SZpDg4ODXHXVVXtmhXz66ae56qqrDIFtZvd1noDXeUqSpHlnAFykGo0GQ0NDe/6ysXbtWoaGhgyBbeTjH/84EcFHPvIRnnrqKT7ykY8QEXz84x+vummSJC1655xzDkcccQQRwRFHHME555xTdZOkwyLabUhRT09P7r6Gpp11d3ezdu1a+vr69tRGR0cZHBzc82mCFreIYNWqVdxxxx3s3LmTI488kpe97GXceuutDgVsQxFRu/c1Im7PzJ6q26HZq0sfq/Z3zjnn8JWvfOVX6meffTYbNmyooEXS3JqpjzUALlIdHR1MTEzQ2dm5p7Zr1y6WLl3K5ORkhS3TXJlp4pB2+76VAVCLQ136WLW/3X3sypUrWb9+Peeddx733HMPYB+r9jBTH+sQ0EWqq6uL973vfXtdA/i+972Prq6uqpumORYRfPnLX571TJKSpEPnJFzt7yUveQmbN2/mpJNOYvPmzbzkJS+puknSYWEAXKT6+vr40Ic+xKOPPgrAo48+yoc+9KG9hoSqPRxxxBGsXr2aI47w21WSDofBwUE+9rGPsXPnTgB27tzJxz72MUNgm+np6ZnxudSu/I1ykfr85z/PL37xC370ox/t9fXzn/981U3THFq5ciVLljRv17lkyRJvEL4AnXjyiUTEIT+AOTnOiSefWPG/iLT4fexjHwOgs7OTI444Ys/lFrvrag+f/vSnufjii3niiSe4+OKL+fSnP111k6TDwmsAFymvD2sfczm00/f+8IsI/mLHX1TdjD3eccw7Fs3/A68BXHzq1Md2dHSwceNGent7GRsb4zWveQ2Tk5OL5vtLMzv22GPZsWPHr9SPOeaYPaOrpMVsUV8DGBGrI+K7EbElIi6ruj0LzXHHHcf4+DjHHXdc1U3RQTqYG357k3BJc8E+dnqTk5OceeaZPOMZz+DMM890grU2M13IM/ypDhZ0AIyIDuAq4FzgNKA/Ik6rtlULS6PR4EUvepH3/1ugTnrBCw5pSOB0DvaYJ73gBYfplUta6OxjZ+eUU06pugmaB6397Ite9KIp66reXF1mMVePdrnMYknVDdiPM4AtmXkfQETcAJwPfKfSVh1G+/tBdOaZZ856Hz8hOvz+9S2PA8+puhktHq+6AW0nL38O/OX/U3Uz9rj08oX0/00LnH3sLH7Zv//++2e1j31sBd571EHvmnv9rNzOXn31IRyX9z5x8PvqVzz4B0+ysH6PerLqBsyJhR4ATwAebHm+FXjlvhtFxEXARQAnnXTS4WnZoZrlD5ecy1/mZnNOf3DNqZP+ehkP/uu/Vt2MPU486ST+9b1Vt6K9nPjJ57D1ga1VN2OPFS9YwYPvrboVWiTsY+1jF7dZ/Ht6nf0i53s8LxZ6AJyVzLwWuBaaF6hX3JzZOcROYOnSpXump2515JFHMjExcUjH1tz51wceqLoJmmcP/uDB/W8kLWJ17GN3/0K5cuVKxsfH6erq8ibhi9R079fu97h1/VQ1LXy+XwduQV8DCGwDWgfbrii12puYmODII4/cq2b4kyQdAPvY/bjnnns45ZRT9oQ/tZ+I4MUvfrHX/qlWFnoAvA04NSJOiYhnAG8Cbqq4TQvGxMTEXjNAGv4kSQfAPnYarZ8ofP/735+yrsXN91h1tqCHgGbm0xHxdmAD0AGsy0z/DCdJ0iGyj52ZQaD9+R6rrhZ0AATIzPXA+qrbIUlSu7GPlaT6WehDQCVJkiRJc8QAKEmSJEk1YQCUJEmSpJowAEqSJElSTRgAJUmSJKkmDICSJEmSVBMGQEmSJEmqCQOgJEmSJNWEAVCSJEmSaiIys+o2zKmI2A48UHU7DrPnAj+uuhGaV77H7a+O7/ELMnN51Y3Q7NnHqk35Hre/Or7H0/axbRcA6ygiNmVmT9Xt0PzxPW5/vsfSwuT3ZvvzPW5/vsd7cwioJEmSJNWEAVCSJEmSasIA2B6urboBmne+x+3P91hamPzebH++x+3P97iF1wBKkiRJUk34CaAkSZIk1YQBUJIOo4hYFhEXV90OSZLakf3s/hkAJenwWgbYMUmSND+WYT87IwPgIhIRF0TEXRHx7Yj4VETcH03LImIyIl5dtvtaRJxadXs1exHxXyPij8ryFRHx1bJ8ZkQ8FREfLc8vjYj7yvILI+J/VtdqHaQPAy+KiDsj4q8j4vcAIuJzEbGuLL81IoYrbaVUM/ax7cs+tnbsZ/fDALhIRMRK4P8CzszMlwKXAt8FTgN6gX8GXhURRwInZua9lTVWB+PrwKvKcg/waxHRWWofaVn3KuDRiDihLH/tcDdUh+wy4PuZeTqwgV++tyfQ/H4G31vpsLKPbXv2sfViP7sfBsDF40zg7zLzxwCZuYPmD7RXl8eHaHZSvwHcVlUjddBuB14REc8BdgL/RLOTehXwdzQ7q2cDJwKfofmev4rm/wEtXl+n+UvlacB3gIcj4njgN4FvVNoyqV7sY9ubfWx92c9OwQC4uH2N5g+oM4D1NMc8/zb+wFp0MnMXcD/wBzR/IH0d6ANeDIyX2lto/kV6918yfxNweMoilpnbaH7frqb5/fx14I3Av2XmTypsmiT72LZhH1tf9rNTMwAuHl8F3hARxwJExDHAt4B/D/wiMyeAO4H/Qo0/0l7kvg68k1/+gPpD4I5s3qyzdd0dNDuunZn5REVt1cH7CfDslue3Au/gl+/7O/EXTOlws49tf/ax9WE/ux8GwEUiM+8BhoH/ERHfBj6amTuBB2n+x4bmf+ZnA3dX00odoq8DxwP/lJkPAxP88gfU12kOTflaZk7SfN/HKmmlDklmPgr8z4jYHBH/L833dklmbqF5ndEx1Lxjkg43+9hasI+tCfvZ/YvmHz4kSZIkSe3OTwAlSZIkqSYMgJIkSZJUEwZASZIkSaoJA6AkSZIk1YQBUJIkSZJqwgAoSZIkSTVhAJQkSZKkmjAASpIkSVJN/P/I/mtHr+WMGQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1080x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_speed_direction2_distribution()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 总结"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. 无论是分布图，还是分位图，都可以发现不同类型轨迹的速度数据分布存在很大的差异。\n",
    "2. 无论是分布图，还是分位图，都可以发现不同类型轨迹的方向数据分布差异不是特别明显。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 总结"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "通过以上的数据分析，我们可以得到以下结论"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. 每个特征中不存在缺失值和唯一值。\n",
    "\n",
    "\n",
    "2. 存在异常轨迹，该轨迹只含有几个点。\n",
    "\n",
    "\n",
    "3. 虽然不同类别的轨迹有不同的变化倾向，但是整体来说，不具有很强的区分性。\n",
    "\n",
    "\n",
    "4. 通过对坐标序列的分析，发现存在POI点。\n",
    "\n",
    "\n",
    "5. 通过对不同类别的速度数据分布可视化，发现速度具有很强的区分性。\n",
    "\n",
    "\n",
    "6. 通过对不同类别的方向数据分布可视化，发现方向的区分性不是特别强。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 参考文献"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. https://tianchi.aliyun.com/forum/postDetail?postId=110932 "
   ]
  }
 ],
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